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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Fire effects on ecosystems
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
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venuejournal
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

5,784 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
5,784 works in the cohort · of 4,299,418page 1 of 116

Labels cover 4 of 5,784 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 5,784 of 5,784 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Implications of changing climate for global wildland fire
Mike Flannigan, Meg A. Krawchuk, William J. de Groot, B. Mike Wotton, Lynn M. Gowman
2009· article· en· International Journal of Wildland Fire· Environmental Science
distilled prediction:candidate · noneconsensus · none
1,472
citations
afffundunlabeled
Critical Review of Health Impacts of Wildfire Smoke Exposure
Colleen E. Reid, Michael Bräuer, Fay H. Johnston, Michael Jerrett, John R. Balmes, Catherine T. Elliott
2016· review· en· Environmental Health Perspectives· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1,387
citations
affunlabeled
A human-driven decline in global burned area
Niels Andela, Douglas C. Morton, Louis Giglio, Yang Chen, Guido R. van der Werf, P. S. Kasibhatla +12 more
2017· article· en· Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
1,263
citations
affunlabeled
Boreal forest health and global change
Sylvie Gauthier, Pierre Y. Bernier, Timo Kuuluvainen, А. Shvidenko, Dmitry Schepaschenko
2015· review· en· Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
1,198
citations
affno abstractunlabeled
Vegetation fires in the Anthropocene
David M. J. S. Bowman, Crystal A. Kolden, John T. Abatzoglou, Fay H. Johnston, Guido R. van der Werf, Mike Flannigan
2020· review· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
1,050
citations
affunlabeled
Climate Extremes and Compound Hazards in a Warming World
Amir AghaKouchak, Felicia Chiang, Laurie S. Huning, Charlotte Love, Iman Mallakpour, Omid Mazdiyasni +4 more
2020· article· en· Annual Review of Earth and Planetary Sciences· Environmental Science
distilled prediction:candidate · noneconsensus · none
1,017
citations
affaboutunlabeled
Large forest fires in Canada, 1959–1997
B. J. Stocks, Joseph A. Mason, J. B. Todd, E. M. Bosch, B. Mike Wotton, B. D. Amiro +5 more
2002· article· en· Journal of Geophysical Research Atmospheres· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
1,004
citations
affno abstractunlabeled
Climate change and forest fires
Mike Flannigan, B. J. Stocks, B. Mike Wotton
2000· review· en· The Science of The Total Environment· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
984
citations
afffundunlabeled
Climate change and disruptions to global fire activity
Max A. Moritz, Marc‐André Parisien, Enric Batllori, Meg A. Krawchuk, Jeff Van Dorn, David Ganz +1 more
2012· article· en· Ecosphere· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
977
citations
affunlabeled
Estimated Global Mortality Attributable to Smoke from Landscape Fires
Fay H. Johnston, Sarah B. Henderson, Yang Chen, James T. Randerson, Miriam E. Marlier, Ruth DeFries +3 more
2012· article· en· Environmental Health Perspectives· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
897
citations
affaboutno abstractunlabeled
Future Area Burned in Canada
Mike Flannigan, K. A. Logan, B. D. Amiro, W. Skinner, B. J. Stocks
2005· article· en· Climatic Change· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
892
citations
afffundno abstractunlabeled
Global vulnerability of peatlands to fire and carbon loss
Merritt R. Turetsky, Brian W. Benscoter, Susan Page, Guillermo Rein, Guido R. van der Werf, Adam C. Watts
2014· article· en· Nature Geoscience· Environmental Science
distilled prediction:candidate · noneconsensus · none
850
citations
affno abstractunlabeled
Global wildland fire season severity in the 21st century
Mike Flannigan, Alan S. Cantin, William J. de Groot, Mike Wotton, Alison Newbery, Lynn M. Gowman
2013· article· en· Forest Ecology and Management· Environmental Science
distilled prediction:candidate · noneconsensus · none
811
citations
affunlabeled
People have shaped most of terrestrial nature for at least 12,000 years
Erle C. Ellis, Nicolas Gauthier, Kees Klein Goldewijk, Rebecca Bliege Bird, Nicole Boivin, Sandra Dı́az +12 more
2021· article· en· Proceedings of the National Academy of Sciences· Environmental Science
distilled prediction:candidate · noneconsensus · none
795
citations
affunlabeled
Fire and biodiversity in the Anthropocene
Luke T. Kelly, Katherine M. Giljohann, Andrea Duane, Núria Aquilué, Sally Archibald, Enric Batllori +20 more
2020· review· en· Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
676
citations
affunlabeled
Climatic Change, Wildfire, and Conservation
Donald McKenzie, Ze’ev Gedalof, David L. Peterson, Philip W. Mote
2004· article· en· Conservation Biology· Environmental Science
distilled prediction:candidate · noneconsensus · none
666
citations
affunlabeled
Long-term perspective on wildfires in the western USA
Jennifer R. Marlon, Patrick J. Bartlein, Daniel G. Gavin, Colin J. Long, R. Scott Anderson, Christy E. Briles +6 more
2012· article· en· Proceedings of the National Academy of Sciences· Environmental Science
distilled prediction:candidate · noneconsensus · none
642
citations
affunlabeled
Wildfire-Driven Forest Conversion in Western North American Landscapes
Jonathan D. Coop, Sean A. Parks, Camille S. Stevens‐Rumann, Shelley D. Crausbay, Philip E. Higuera, Matthew D. Hurteau +17 more
2020· article· en· BioScience· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
619
citations
affunlabeled
A physics-based approach to modelling grassland fires
William Mell, Mary Ann Jenkins, Jim Gould, Phil Cheney
2007· article· en· International Journal of Wildland Fire· Environmental Science
distilled prediction:candidate · noneconsensus · none
579
citations
affvenueaboutunlabeled
Fire-regime changes in Canada over the last half century
Chelene C. Hanes, Xianli Wang, Piyush Jain, Marc‐André Parisien, John M. Little, Mike Flannigan
2018· article· en· Canadian Journal of Forest Research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
527
citations
affunlabeled
Studying wildfire behavior using FIRETEC
Rodman Linn, Jon Reisner, Jonah J. Colman, J. Winterkamp
2002· article· en· International Journal of Wildland Fire· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
460
citations
affunlabeled
The status and challenge of global fire modelling
Stijn Hantson, Almut Arneth, Sandy P. Harrison, Douglas I. Kelley, I. Colin Prentice, Sam S. Rabin +22 more
2016· article· en· Biogeosciences· Environmental Science
distilled prediction:candidate · noneconsensus · none
451
citations
afffundaboutunlabeled
Forest fire occurrence and climate change in Canada
B. Mike Wotton, Charles A. Nock, Mike Flannigan
2010· article· en· International Journal of Wildland Fire· Environmental Science
distilled prediction:candidate · noneconsensus · none
445
citations

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